现代信息科技2026，Vol.10Issue(12)：76-80,5.DOI:10.19850/j.cnki.2096-4706.2026.12.015
基于Python的手机销售数据智能分析与可视化研究
Research on Intelligent Analysis and Visualization of Mobile Phone Sales Data Based on Python
摘要
Abstract
With the rapid development of mobile internet,mobile phone sales data exhibit characteristics of scalability,real-time processing,and multi-sourcing.To address the issues of low efficiency and difficulty in adapting to complex data in traditional manual analysis,this paper proposes a mobile phone sales data analysis and visualization system based on Python.The system implements functions such as data collection,structured preprocessing,visual display,and intelligent sales forecasting.Experiments show that the constructed random forest model achieves an accuracy rate of 78.91%in sales level prediction,significantly outperforming logistic regression(38.54%),demonstrating high accuracy.关键词
手机销售数据/Python/数据分析与可视化/随机森林模型/销量预测Key words
mobile phone sales data/Python/data analysis and visualization/Random Forest model/sales prediction分类
信息技术与安全科学引用本文复制引用
蔡小丹,吴芳,耿宜鹏,梅香香..基于Python的手机销售数据智能分析与可视化研究[J].现代信息科技,2026,10(12):76-80,5.基金项目
南通理工学院高等教育教学改革研究课题(2025JJG042) （2025JJG042）
2025年江苏省高校教育信息化研究重点课题(2025JSETKT036) （2025JSETKT036）
南通理工学院"人工智能通识教育教学改革研究"专项课题(2025JJG005) （2025JJG005）
2024年南通市自然科学基金和社会民生科技计划项目(MSZ2024122) （MSZ2024122）
